new transfer functions for correcting eddy covariance fluxes of water vapour

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NEW TRANSFER FUNCTIONS FOR CORRECTING EDDY COVARIANCE NEW TRANSFER FUNCTIONS FOR CORRECTING EDDY COVARIANCE FLUXES OF WATER VAPOUR FLUXES OF WATER VAPOUR Unit of Biosystem Physics – Gembloux Agricultural University – Belgium A. De Ligne, B. Heinesch, M. Aubinet Unité de Physique des Biosystèmes, Faculté Universitaire des Sciences Agronomiques de Gembloux, Belgium Poster presented at the IMECC Annual meeting in Geneva (Switzerland), the 28th January 2009. To find transfer functions that are more appropriate to water vapour fluxes. To study dependencies of the transfer function parameters to air humidity. To calibrate and validate a modelled transfer function on measurements performed at a forested site (Vielsalm, Belgium). SITE DESCRIPTION: METHODS Experimental TF OBJECTIVES Vielsalm, Belgium (50°18 N, 6°00 E) : Mixed forest site, Temperate maritime climate, 13 years of data. Turbulent water vapor fluxes measured with closed-path eddy covariance systems are affected by high frequency fluctuation attenuation. The classical transfer functions used to correct this error (Gaussian and Lorentzian) are not appropriate because : -They do not take into account the attenuation dependency on air humidity - Their shape is not adapted to the observed transfer functions. INTRODUCTION USUAL TF EQUATIONS a) Gaussian equation (Aubinet et al, 2001) f : frequency f c : cut-off frequency (frequency for which TF = ½) b) Lorentzian equation, (Eugster and Senn, 1995) NEW TF EQUATIONS c) Reduced slope TF d) Double TF Similar as the Gaussian but with a smaller exponent x Two adjustable parameters : f c and x. x c CO f f f f f TF 2 ln 2 ln exp 2 2 x c f f f TF 2 ln exp 2 1 1 c f f f TF Product of the CO2 TF (passive tracer) and of an additional TF describing adsorption / desorption. The additional TF has another cut-off frequency and exponent. Two adjustable parameters : f c and x. fig 1: Representation of the four transfer function equations adjusted on a same sample. The dotted lines in b) c) and d) are the Gaussian equation a) taken as reference. Transfer function (TF) equations TRANSFER FUNCTION RESPONSE TO VAPOUR PRESSURE DEFICIT (hPa) PERSPECTIVES Ds (hPa) a) Gaussia n b) Lorentzi an c) Reduced slope d) Double TF Number of samples [0 – 5] 2.64 2.02 1.89 2.27 205 [5 – 10] 2.21 1.73 1.40 1.44 422 [10- 15] 2.10 1.64 1.20 1.19 243 [15- 20] 2.14 1.63 0.98 0.92 94 For Different VPD classes : Different cut-off frequencies BUT ALSO : Different TF slopes NB : Selection of samples according to Mammarella et al : - 6 consecutive half hours - H and LE > 25 Wm -2 and CO 2 flux > 2 μmol m -2 s -1 Table 1: Sum of squared difference means (SSD) between experimental and modelled TF ranged by D s categories. Legend : highest SSD lowest SSD no significant difference Modelled TF 2 2 ln exp c f f f TF f c f c x f c fig 3: Families of modelled TF for different VPD classes All models take account of the cut-off frequency increase with VPD Models c and d take in addition account of an exponent decrease with VPD • To improve adjustment at low VPD. • To study the effect on correction factors. • To extend analysis on other sites. Fig 6: Average of experimental TF and modelled TF by Ds categories Validation statistics New TF equations fit better the experimental transfer functions at all VPD classes. The two models are not significantly different at large VPD. At low VPD (0 – 5 hPa) the adjustment is perfectible. Re-evaluation of correction factor : Contact : [email protected] Acknowledgements: This research is funded by European Commission (IMECC project) and Belgian Federal Government (IMPECVOC project). RESULTS OF CALIBRATION / VALIDATION f : frequency f c: : cut-off frequency (frequency for which TF = ½) fig 2: Transfer functions for water vapour flux at different VPD classes fig 4: Families of experimental (points) and modelled (lines) TF adjusted on different VPD classes Ds (hPa) a) Gaussian b) Lorentzian c) Reduced slope d) Double TF [0 – 5] [5 – 10] [10-15] [15-20] Table 2: Correction factor means ranged by D s categories It is likely that the correction factors computed with new TF will be larger. The correction factor decreases with VPD. The computation is in progress.

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NEW TRANSFER FUNCTIONS FOR CORRECTING EDDY COVARIANCE FLUXES OF WATER VAPOUR. A. De Ligne, B. Heinesch, M. Aubinet Unité de Physique des Biosystèmes, Faculté Universitaire des Sciences Agronomiques de Gembloux, Belgium. INTRODUCTION. OBJECTIVES. - PowerPoint PPT Presentation

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Page 1: NEW TRANSFER FUNCTIONS FOR CORRECTING EDDY COVARIANCE FLUXES OF WATER VAPOUR

NEW TRANSFER FUNCTIONS FOR CORRECTING EDDY NEW TRANSFER FUNCTIONS FOR CORRECTING EDDY COVARIANCE FLUXES OF WATER VAPOURCOVARIANCE FLUXES OF WATER VAPOUR

Unit of Biosystem Physics – Gembloux Agricultural University – Belgium

A. De Ligne, B. Heinesch, M. Aubinet

Unité de Physique des Biosystèmes, Faculté Universitaire des Sciences Agronomiques de Gembloux, Belgium

Poster presented at the IMECC Annual meeting in Geneva (Switzerland), the 28th January 2009.

To find transfer functions that are more appropriate to water vapour fluxes.

To study dependencies of the transfer function parameters to air humidity.

To calibrate and validate a modelled transfer function on measurements performed at a forested site (Vielsalm, Belgium).

SITE DESCRIPTION:

METHODS

Experimental TF

OBJECTIVES

Vielsalm, Belgium (50°18 N, 6°00 E) : Mixed forest site, Temperate maritime climate, 13 years of data.

Turbulent water vapor fluxes measured with closed-path eddy covariance systems are affected by high frequency fluctuation attenuation.

The classical transfer functions used to correct this error (Gaussian and Lorentzian) are not appropriate because :

-They do not take into account the attenuation dependency on air humidity

- Their shape is not adapted to the observed transfer functions.

INTRODUCTION

USUAL TF EQUATIONSa) Gaussian equation

(Aubinet et al, 2001)

f : frequency

fc : cut-off frequency (frequency for which TF = ½)

b) Lorentzian equation,

(Eugster and Senn, 1995)

NEW TF EQUATIONSc) Reduced slope TF

d) Double TF

Similar as the Gaussian but with a smaller exponent x

Two adjustable parameters : fc and x.

x

cCO f

f

f

ffTF 2ln2lnexp

2

2

x

cf

ffTF 2lnexp

2

1

1

cff

fTF

Product of the CO2 TF (passive tracer) and of an additional TF describing adsorption / desorption.

The additional TF has another cut-off frequency and exponent.

Two adjustable parameters : fc and x.fig 1: Representation of the four transfer function equations adjusted on a same sample. The dotted lines

in b) c) and d) are the Gaussian equation a) taken as reference.

Transfer function (TF) equations

TRANSFER FUNCTION RESPONSE TO VAPOUR PRESSURE DEFICIT (hPa)

PERSPECTIVES

Ds (hPa)

a) Gaussian

b) Lorentzian

c) Reduced slope

d) Double TF

Number of samples

[0 – 5] 2.64 2.02 1.89 2.27 205

[5 – 10] 2.21 1.73 1.40 1.44 422

[10-15] 2.10 1.64 1.20 1.19 243

[15-20] 2.14 1.63 0.98 0.92 94

For Different VPD classes :

Different cut-off frequencies BUT ALSO : Different TF slopes

NB : Selection of samples according to Mammarella et al :- 6 consecutive half hours - H and LE > 25 Wm-2 and CO2 flux > 2 μmol m-2 s-1

Table 1: Sum of squared difference means (SSD) between experimental and modelled TF ranged by Ds categories.

Legend : highest SSD – lowest SSD – no significant difference

Modelled TF

2

2lnexpcf

ffTF

fc

fc

x

fc

fig 3: Families of modelled TF for different VPD classes

All models take account of the cut-off frequency increase with VPD

Models c and d take in addition account of an exponent decrease with VPD

• To improve adjustment at low VPD.

• To study the effect on correction factors.

• To extend analysis on other sites.

Fig 6: Average of experimental TF and modelled TF by Ds categories

Validation statistics

New TF equations fit better the experimental transfer functions at all VPD classes.

The two models are not significantly different at large VPD.

At low VPD (0 – 5 hPa) the adjustment is perfectible.

Re-evaluation of correction factor :

Contact : [email protected]

Acknowledgements: This research is funded by European Commission (IMECC project) and Belgian Federal Government (IMPECVOC project).

RESULTS OF CALIBRATION / VALIDATION

f : frequency

fc: :cut-off frequency (frequency for which TF = ½)

fig 2: Transfer functions for water vapour flux at different VPD classes

fig 4: Families of experimental (points) and modelled (lines) TF adjusted on different VPD classes

Ds (hPa) a) Gaussian b) Lorentzian c) Reduced slope d) Double TF

[0 – 5]

[5 – 10]

[10-15]

[15-20]

Table 2: Correction factor means ranged by Ds categories

It is likely that the correction factors computed with new TF will be larger.

The correction factor decreases with VPD.

The computation is in progress.